Noises in Deblurred Images During Training

[HanzhouLiu]

I noticed that some deblurred images have red and green noises when I trained it myself. Continue training doesn't remove all the unpleasant noises. Here is the link to the picture , noisy deblurred images Also, I re-train other deblurring models based on your provided codes and had the same issue. I am wondering what might cause this issue. Any hints will be appreciated. Thank you.

[pp00704831]

Hello,

What kind of datasets do you use for training? During training, I did not find noisy artifacts when using GoPro or RealBlur datasets. You can also check if you loaded the correct blurry and sharp pairs during training.

[HanzhouLiu]

I used GoPro for training. I am not sure if the issue comes from different versions of libraries. I will keep looking for the reason why colorful artifacts were introduced after training on my machine. The deblurring qualitative results were good if ignoring the annoying noises. So weird.

[HanzhouLiu]

The tensorboard showed me noisy deblurred images. I tested the model not on tensorboard and results are of good quality. I guess it is due to bad color correction or something like that by tensorboard. Just ignore tensorboard and everything else is good. Thanks for your work again.